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Amutheezan Sivagnanam

4 accepted papers

2024

Deploying Mobility-On-Demand for All by Optimizing Paratransit Services

IJCAI 2024poster

While on-demand ride-sharing services have become popular in recent years, traditional on-demand transit services cannot be used by everyone, e.g., people who use wheelchairs. Paratransit services, operated by public transit agencies, are a critical infrastructure that offers door-to-door transporta…

2024

Multi-Agent Reinforcement Learning with Hierarchical Coordination for Emergency Responder Stationing

ICML 2024poster

An emergency responder management (ERM) system dispatches responders, such as ambulances, when it receives requests for medical aid. ERM systems can also proactively reposition responders between predesignated waiting locations to cover any gaps that arise due to the prior dispatch of responders or…

Cited by 2SourcePDFScholar
2024

SmartTransit.AI: A Dynamic Paratransit and Microtransit Application

IJCAI 2024poster

New rideshare and shared mobility services have transformed urban mobility in recent years. Such services have the potential to improve efficiency and reduce costs by allowing users to share rides in high-capacity vehicles and vans. Most transit agencies already operate various ridepooling services,…

Cited by 0SourcePDFScholar
2022

Offline Vehicle Routing Problem with Online Bookings: A Novel Problem Formulation with Applications to Paratransit

IJCAI 2022poster

Vehicle routing problems (VRPs) can be divided into two major categories: offline VRPs, which consider a given set of trip requests to be served, and online VRPs, which consider requests as they arrive in real-time. Based on discussions with public transit agencies, we identify a real-world problem…